Fundamental design of an autonomous underwater vehicle with camera-based object detection

The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorit...

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Main Author: Ng, Wei Quan
Other Authors: Cai Yiyu
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2020
Subjects:
Online Access:https://hdl.handle.net/10356/140434
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1404342023-03-04T19:59:53Z Fundamental design of an autonomous underwater vehicle with camera-based object detection Ng, Wei Quan Cai Yiyu School of Mechanical and Aerospace Engineering MYYCai@ntu.edu.sg Engineering::Mechanical engineering::Robots Engineering::Mechanical engineering::Prototyping The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorithms of software were divided into three parts which are object detection, controlling and path planning. This paper aims to review the state-of-the-art techniques in underwater image processing in real-time. The algorithm applied for the object recognition in the study was You-Only-Look-Once (YOLO) by Joseph Redmon. This research paper collaborated with Fundamental Design of an Autonomous Underwater Vehicle with Sonar-based SLAM by Siddesh Govind. The details of the path planning by using SLAM and electricals overview were written in the collaborative paper. Bachelor of Engineering (Mechanical Engineering) 2020-05-29T02:16:21Z 2020-05-29T02:16:21Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/140434 en C078 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Mechanical engineering::Robots
Engineering::Mechanical engineering::Prototyping
spellingShingle Engineering::Mechanical engineering::Robots
Engineering::Mechanical engineering::Prototyping
Ng, Wei Quan
Fundamental design of an autonomous underwater vehicle with camera-based object detection
description The autonomous underwater vehicle (AUV) has received considerable attention within the last decades. In this paper, few aspects were involved in the designing of an AUV including mechanical structures design, selection of materials, use of electronics and sensors and software algorithms. The algorithms of software were divided into three parts which are object detection, controlling and path planning. This paper aims to review the state-of-the-art techniques in underwater image processing in real-time. The algorithm applied for the object recognition in the study was You-Only-Look-Once (YOLO) by Joseph Redmon. This research paper collaborated with Fundamental Design of an Autonomous Underwater Vehicle with Sonar-based SLAM by Siddesh Govind. The details of the path planning by using SLAM and electricals overview were written in the collaborative paper.
author2 Cai Yiyu
author_facet Cai Yiyu
Ng, Wei Quan
format Final Year Project
author Ng, Wei Quan
author_sort Ng, Wei Quan
title Fundamental design of an autonomous underwater vehicle with camera-based object detection
title_short Fundamental design of an autonomous underwater vehicle with camera-based object detection
title_full Fundamental design of an autonomous underwater vehicle with camera-based object detection
title_fullStr Fundamental design of an autonomous underwater vehicle with camera-based object detection
title_full_unstemmed Fundamental design of an autonomous underwater vehicle with camera-based object detection
title_sort fundamental design of an autonomous underwater vehicle with camera-based object detection
publisher Nanyang Technological University
publishDate 2020
url https://hdl.handle.net/10356/140434
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